Abstract: Methods and systems for medical device diagnostics and reporting. One system including an electronic processor configured to receive a new medical device dataset associated with a medical device. The electronic processor is also configured to determine an operation classification of the medical device using a model utilizing training information. The training information includes a plurality of archived medical device datasets and an associated operation classification for each of the plurality of archived medical device datasets. The electronic processor is also configured determine an operation status of the medical device based on the operation classification. The electronic processor is also configured to generate and provide a notification based on at least the operation status of the medical device.